{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Digit Sequences\n",
    "\n",
    "### Recognizing digit sequences from the original SVHN dataset using TensorFlow\n",
    "\n",
    "---\n",
    "\n",
    "The following notebook details my implementation of a Convolutional Neural Network to recognize sequences of digits in natural images taken from the SVHN dataset. I have broken the notebook into two parts as TensorFlow programs are usually structured into a **construction phase**, that assembles a graph, and an **execution phase** that uses a session to execute ops in the graph.\n",
    "\n",
    "Let's start by importing some libraries and load our dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Tensorflow version: 2.3.0-dev20200603\n"
     ]
    }
   ],
   "source": [
    "from __future__ import absolute_import\n",
    "from __future__ import division\n",
    "from __future__ import print_function\n",
    "\n",
    "import h5py\n",
    "import matplotlib.pyplot as plt\n",
    "import tensorflow as tf\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "import time\n",
    "import os\n",
    "from datetime import timedelta\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (16.0, 4.0)\n",
    "\n",
    "print(\"Tensorflow version: \" + tf.__version__)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.compat.v1.disable_eager_execution()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Loading the data\n",
    "\n",
    "Let's load the greyscale images created in our previous notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set (28401, 32, 32, 1) (28401, 5)\n",
      "Validation set (5000, 32, 32, 1) (5000, 5)\n",
      "Test set (13068, 32, 32, 1) (13068, 5)\n"
     ]
    }
   ],
   "source": [
    "# Open the HDF5 file containing the datasets\n",
    "h5f = h5py.File('../ipynb/svhn-data/SVHN_multi_grey.h5','r')\n",
    "\n",
    "# Extract the datasets\n",
    "X_train = h5f['train_dataset'][:]\n",
    "y_train = h5f['train_labels'][:]\n",
    "X_val = h5f['valid_dataset'][:]\n",
    "y_val = h5f['valid_labels'][:]\n",
    "X_test = h5f['test_dataset'][:]\n",
    "y_test = h5f['test_labels'][:]\n",
    "\n",
    "# Close the file\n",
    "h5f.close()\n",
    "\n",
    "print('Training set', X_train.shape, y_train.shape)\n",
    "print('Validation set', X_val.shape, y_val.shape)\n",
    "print('Test set', X_test.shape, y_test.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Keep the data dimensions as they will be reused multiple times in the following code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the data dimensions\n",
    "_, img_height, img_width, num_channels = X_train.shape\n",
    "\n",
    "# ... and label information\n",
    "num_digits, num_labels = y_train.shape[1], len(np.unique(y_train))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "When we are done tuning the hyperparameters we want to use all the data for training to boost our testset score."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training set (33401, 32, 32, 1) (33401, 5)\n"
     ]
    }
   ],
   "source": [
    "X_train = np.concatenate([X_train, X_val])\n",
    "y_train = np.concatenate([y_train, y_val])\n",
    "\n",
    "print('Training set', X_train.shape, y_train.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "Let's shuffle the training set using ``sklearn.utils.shuffle``"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.utils import shuffle\n",
    "\n",
    "# Randomly shuffle the training data\n",
    "X_train, y_train = shuffle(X_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data Preprocessing\n",
    "\n",
    "Mean subtraction is the most common form of preprocessing. It involves subtracting the mean across every individual feature in the data, and has the geometric interpretation of centering the cloud of data around the origin along every dimension. [``Goodfellow et al.``](https://static.googleusercontent.com/media/research.google.com/en//pubs/archive/42241.pdf) (96.03%) and [``Ba et al.``](https://arxiv.org/pdf/1412.7755.pdf) (96.1%) both preprocess the images by subtracting the mean of every image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "def subtract_mean(a):\n",
    "    \"\"\" Helper function for subtracting the mean of every image\n",
    "    \"\"\"\n",
    "    for i in range(a.shape[0]):\n",
    "        a[i] -= a[i].mean()\n",
    "    return a\n",
    "\n",
    "\n",
    "# Subtract the mean from every image\n",
    "X_train = subtract_mean(X_train)\n",
    "X_test = subtract_mean(X_test)\n",
    "X_val = subtract_mean(X_val)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Helper functions\n",
    "\n",
    "Let's implement some helper functions to make our notebook easier to read and reduce code duplication.\n",
    "\n",
    "### Helper function for plotting images\n",
    "\n",
    "Here is a simple helper function that will help us plot ``nrows`` * ``ncols`` images and their true and predicted labels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x288 with 16 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_images(images, nrows, ncols, cls_true, cls_pred=None):\n",
    "\n",
    "    # Initialize figure\n",
    "    fig, axes = plt.subplots(nrows, ncols, figsize=(16, 2*nrows))\n",
    "\n",
    "    # Randomly select nrows * ncols images\n",
    "    rs = np.random.choice(images.shape[0], nrows*ncols)\n",
    "\n",
    "    # For every axes object in the grid\n",
    "    for i, ax in zip(rs, axes.flat):\n",
    "\n",
    "        # Pretty string with actual number\n",
    "        true_number = ''.join(str(x) for x in cls_true[i] if x != 10)\n",
    "\n",
    "        if cls_pred is None:\n",
    "            title = \"True: {0}\".format(true_number)\n",
    "        else:\n",
    "            # Pretty string with predicted number\n",
    "            pred_number = ''.join(str(x) for x in cls_pred[i] if x != 10)\n",
    "            title = \"True: {0}, Pred: {1}\".format(true_number, pred_number)\n",
    "\n",
    "        ax.imshow(images[i,:,:,0], cmap='binary')\n",
    "        ax.set_title(title)\n",
    "        ax.set_xticks([]); ax.set_yticks([])\n",
    "\n",
    "\n",
    "# Plot some images from the training set\n",
    "plot_images(X_train, 2, 8, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helper functions for creating new variables\n",
    "\n",
    "Functions for creating new [``TensorFlow Variables``](https://www.tensorflow.org/how_tos/variables/) in the given shape and initializing them using using the initialization scheme porposed by [``Gloret et al.``](http://jmlr.org/proceedings/papers/v9/glorot10a/glorot10a.pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "def init_conv_weights(shape, name):\n",
    "    return tf.compat.v1.get_variable(name, shape, initializer=tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, mode=\"fan_avg\", distribution=\"uniform\"))\n",
    "\n",
    "def init_fc_weights(shape, name):\n",
    "    return tf.compat.v1.get_variable(name, shape, initializer=tf.compat.v1.keras.initializers.VarianceScaling(scale=1.0, mode=\"fan_avg\", distribution=\"uniform\"))\n",
    "\n",
    "def init_biases(shape):\n",
    "    return tf.Variable(tf.constant(0.0, shape=shape))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helper function for stacking CONV-RELU layers followed by an optional POOL layer\n",
    "\n",
    "This function creates a new convolutional layer in the computational graph for TensorFlow. The most common form of a ConvNet architecture stacks a few CONV-RELU layers, follows them with POOL layers, and repeats this pattern until the image has been merged spatially to a small size. At some point it is common to transition to fully connected layers.\n",
    "\n",
    "In other words, the most common ConvNet archiecture follows the pattern:\n",
    "\n",
    "```INPUT > [[CONV -> RELU]*N -> POOL?]M -> [FC -> RELU]*K -> FC```\n",
    "\n",
    "The following helper function simplifies the creation of this pattern"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "def conv_layer(input_tensor,    # The input or previous layer\n",
    "                filter_size,    # Width and height of each filter\n",
    "                in_channels,    # Number of channels in previous layer\n",
    "                num_filters,    # Number of filters\n",
    "                layer_name,     # Layer name\n",
    "                pooling):       # Use 2x2 max-pooling?\n",
    "\n",
    "    # Add layer name scopes for better graph visualization\n",
    "    with tf.compat.v1.name_scope(layer_name):\n",
    "\n",
    "        # Shape of the filter-weights for the convolution\n",
    "        shape = [filter_size, filter_size, in_channels, num_filters]\n",
    "\n",
    "        # Create weights and biases\n",
    "        weights = init_conv_weights(shape, layer_name + '/weights')\n",
    "        biases = init_biases([num_filters])\n",
    "\n",
    "        # Add histogram summaries for weights\n",
    "        tf.compat.v1.summary.histogram(layer_name + '/weights', weights)\n",
    "\n",
    "        # Create the TensorFlow operation for convolution, with S=1 and zero padding\n",
    "        activations = tf.nn.conv2d(input=input_tensor, filters=weights, strides=[1, 1, 1, 1], padding='SAME') + biases\n",
    "\n",
    "        # Rectified Linear Unit (ReLU)\n",
    "        activations = tf.nn.relu(activations)\n",
    "\n",
    "        # Do we insert a pooling layer?\n",
    "        if pooling:\n",
    "            # Create a pooling layer with F=2, S=1 and zero padding\n",
    "            activations = tf.nn.max_pool2d(input=activations, ksize=[1, 2, 2, 1], strides=[1, 2, 2, 1], padding='SAME')\n",
    "\n",
    "        # Return the resulting layer\n",
    "        return activations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helper function for reshaping the CONV layers to FC layers\n",
    "\n",
    "A convolutional layer produces an output tensor with 4 dimensions. We will add fully-connected layers after the convolution layers, so we need to reduce the 4-dim tensor to 2-dim which can be used as input to the fully-connected layer. E.g., if the input layer has the shape (?, 8, 8, 32) the flattened layer will have the shape (?, 8 x 8 x 32) or (?, 2048)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "def flatten_tensor(input_tensor):\n",
    "    \"\"\" Helper function for transforming a 4D tensor to 2D\n",
    "    \"\"\"\n",
    "    # Get the shape of the input_tensor.\n",
    "    input_tensor_shape = input_tensor.get_shape()\n",
    "\n",
    "    # Calculate the volume of the input tensor\n",
    "    num_activations = input_tensor_shape[1:4].num_elements()\n",
    "\n",
    "    # Reshape the input_tensor to 2D: (?, num_activations)\n",
    "    input_tensor_flat = tf.reshape(input_tensor, [-1, num_activations])\n",
    "\n",
    "    # Return the flattened input_tensor and the number of activations\n",
    "    return input_tensor_flat, num_activations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Helper function for stacking FC-RELU layers\n",
    "\n",
    "This function creates a new fully-connected layer in the computational graph for TensorFlow. Neurons in a fully connected layer have full connections to all activations in the previous layer, as seen in regular Neural Networks. Their activations can hence be computed with a matrix multiplication followed by a bias offset.\n",
    "\n",
    "As mentioned in previous section most ConvNet architectures follows the following pattern:\n",
    "\n",
    "```INPUT -> [[CONV -> RELU]*N -> POOL?]*M -> [FC -> RELU]*K -> FC```\n",
    "\n",
    "The following helper function will simplify the process of stacking FC and RELU layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "def fc_layer(input_tensor,  # The previous layer,\n",
    "             input_dim,     # Num. inputs from prev. layer\n",
    "             output_dim,    # Num. outputs\n",
    "             layer_name,    # The layer name\n",
    "             relu=False):         # Use ReLU?\n",
    "\n",
    "    # Add layer name scopes for better graph visualization\n",
    "    with tf.compat.v1.name_scope(layer_name):\n",
    "\n",
    "        # Create new weights and biases.\n",
    "        weights = init_fc_weights([input_dim, output_dim], layer_name + '/weights')\n",
    "        biases = init_biases([output_dim])\n",
    "\n",
    "        # Add histogram summaries for weights\n",
    "        tf.compat.v1.summary.histogram(layer_name + '/weights', weights)\n",
    "\n",
    "        # Calculate the layer activation\n",
    "        activations = tf.matmul(input_tensor, weights) + biases\n",
    "\n",
    "        # Use ReLU?\n",
    "        if relu:\n",
    "            activations = tf.nn.relu(activations)\n",
    "\n",
    "        return activations"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tensorflow Model\n",
    "\n",
    "The configuration of the Convolutional Neural Network and data dimensions are defined here for convenience, so you can easily find and change these numbers and re-run the Notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Block 1\n",
    "filter_size1 = filter_size2 = 5\n",
    "num_filters1 = num_filters2 = 32\n",
    "\n",
    "# Block 2\n",
    "filter_size3 = filter_size4 = 5\n",
    "num_filters3 = num_filters4 = 64\n",
    "\n",
    "# Block 3\n",
    "filter_size5 = filter_size6 = filter_size7 = 5\n",
    "num_filters5 = num_filters6 = num_filters7 = 128\n",
    "\n",
    "# Fully-connected layers\n",
    "fc1_size = fc2_size = 256"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Placeholder Variables\n",
    "\n",
    "Placeholder variables serve as the input to the graph that we may change each time we execute the graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "tf.compat.v1.reset_default_graph()\n",
    "with tf.compat.v1.name_scope(\"input\"):\n",
    "\n",
    "    # Placeholders for feeding input images\n",
    "    x = tf.compat.v1.placeholder(tf.float32, shape=(None, img_height, img_width, num_channels), name='x')\n",
    "    y_ = tf.compat.v1.placeholder(tf.int64, shape=[None, num_digits], name='y_')\n",
    "\n",
    "with tf.compat.v1.name_scope(\"dropout\"):\n",
    "\n",
    "    # Dropout rate applied to the input layer\n",
    "    p_keep_1 = tf.compat.v1.placeholder(tf.float32)\n",
    "    tf.compat.v1.summary.scalar('input_keep_probability', p_keep_1)\n",
    "\n",
    "    # Dropout rate applied after the pooling layers\n",
    "    p_keep_2 = tf.compat.v1.placeholder(tf.float32)\n",
    "    tf.compat.v1.summary.scalar('conv_keep_probability', p_keep_2)\n",
    "\n",
    "    # Dropout rate using between the fully-connected layers\n",
    "    p_keep_3 = tf.compat.v1.placeholder(tf.float32)\n",
    "    tf.compat.v1.summary.scalar('fc_keep_probability', p_keep_3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model\n",
    "\n",
    "We implement the following ConvNet architecture\n",
    "\n",
    "`INPUT -> [[CONV -> RELU]*2 -> POOL]*2 -> [[CONV -> RELU]*3 -> POOL] -> [FC -> RELU]*2 -> OUTPUT`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Apply dropout to the input layer\n",
    "drop_input = tf.nn.dropout(x, 1 - (p_keep_1))\n",
    "\n",
    "# Block 1\n",
    "conv_1 = conv_layer(drop_input, filter_size1, num_channels, num_filters1, \"conv_1\", pooling=False)\n",
    "conv_2 = conv_layer(conv_1, filter_size2, num_filters1, num_filters2, \"conv_2\", pooling=True)\n",
    "drop_block1 = tf.nn.dropout(conv_2, 1 - (p_keep_2)) # Dropout\n",
    "\n",
    "# Block 2\n",
    "conv_3 = conv_layer(conv_2, filter_size3, num_filters2, num_filters3, \"conv_3\", pooling=False)\n",
    "conv_4 = conv_layer(conv_3, filter_size4, num_filters3, num_filters4, \"conv_4\", pooling=True)\n",
    "drop_block2 = tf.nn.dropout(conv_4, 1 - (p_keep_2)) # Dropout\n",
    "\n",
    "# Block 3\n",
    "conv_5 = conv_layer(drop_block2, filter_size5, num_filters4, num_filters5, \"conv_5\", pooling=False)\n",
    "conv_6 = conv_layer(conv_5, filter_size6, num_filters5, num_filters6, \"conv_6\", pooling=False)\n",
    "conv_7 = conv_layer(conv_6, filter_size7, num_filters6, num_filters7, \"conv_7\", pooling=True)\n",
    "flat_tensor, num_activations = flatten_tensor(tf.nn.dropout(conv_7, 1 - (p_keep_3))) # Dropout\n",
    "\n",
    "# Fully-connected 1\n",
    "fc_1 = fc_layer(flat_tensor, num_activations, fc1_size, 'fc_1', relu=True)\n",
    "drop_fc2 = tf.nn.dropout(fc_1, 1 - (p_keep_3)) # Dropout\n",
    "\n",
    "# Fully-connected 2\n",
    "fc_2 = fc_layer(drop_fc2, fc1_size, fc2_size, 'fc_2', relu=True)\n",
    "\n",
    "# Paralell softmax layers\n",
    "logits_1 = fc_layer(fc_2, fc2_size, num_labels, 'softmax1')\n",
    "logits_2 = fc_layer(fc_2, fc2_size, num_labels, 'softmax2')\n",
    "logits_3 = fc_layer(fc_2, fc2_size, num_labels, 'softmax3')\n",
    "logits_4 = fc_layer(fc_2, fc2_size, num_labels, 'softmax4')\n",
    "logits_5 = fc_layer(fc_2, fc2_size, num_labels, 'softmax5')\n",
    "\n",
    "y_pred = tf.stack([logits_1, logits_2, logits_3, logits_4, logits_5])\n",
    "\n",
    "# The class-number is the index of the largest element\n",
    "y_pred_cls = tf.transpose(a=tf.argmax(input=y_pred, axis=2))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Loss Function\n",
    "\n",
    "We calculate the loss by taking the average loss of every individual example for each of our 5 digits and adding them together. Using ``tf.nn.sparse_softmax_cross_entropy_with_logits`` allows us to skip using OneHotEncoding on our label values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "with tf.compat.v1.name_scope('loss'):\n",
    "\n",
    "    # Calculate the loss for each individual digit in the sequence\n",
    "    loss1 = tf.reduce_mean(input_tensor=tf.nn.sparse_softmax_cross_entropy_with_logits(logits=logits_1, labels=y_[:, 0]))\n",
    "    loss2 = tf.reduce_mean(input_tensor=tf.nn.sparse_softmax_cross_entropy_with_logits(logits=logits_2, labels=y_[:, 1]))\n",
    "    loss3 = tf.reduce_mean(input_tensor=tf.nn.sparse_softmax_cross_entropy_with_logits(logits=logits_3, labels=y_[:, 2]))\n",
    "    loss4 = tf.reduce_mean(input_tensor=tf.nn.sparse_softmax_cross_entropy_with_logits(logits=logits_4, labels=y_[:, 3]))\n",
    "    loss5 = tf.reduce_mean(input_tensor=tf.nn.sparse_softmax_cross_entropy_with_logits(logits=logits_5, labels=y_[:, 4]))\n",
    "\n",
    "    # Calculate the total loss for all predictions\n",
    "    loss = loss1 + loss2 + loss3 + loss4 + loss5\n",
    "    tf.compat.v1.summary.scalar('loss', loss)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Optimization Method\n",
    "\n",
    "In training deep networks, it is usually helpful to anneal the learning rate over time. Typical values might be reducing the learning rate by a half every 5 epochs. Using a batch size of 64 gives us 3600 steps per epoch or 18,000 steps for 5 ephocs. A typical sampling of the starting learning rate could looks something like this:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8.474821688151341e-05"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "10 ** np.random.uniform(-6, 1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now that we have a cost measure that must be minimized, we can then create an optimizer. In this case it is the RMS which is an advanced form of Gradient Descent. Adam is currently the recommended optimizer but RMSProp and SGD + Nesterov Momentum are also good alternatives. For more information on Per-parameter adaptive learning rate methods see the [``CS231n notes``](http://cs231n.github.io/neural-networks-3/#ada). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:From /home/nandi/.local/lib/python3.8/site-packages/tensorflow/python/training/rmsprop.py:123: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n",
      "Instructions for updating:\n",
      "Call initializer instance with the dtype argument instead of passing it to the constructor\n"
     ]
    }
   ],
   "source": [
    "with tf.compat.v1.name_scope('optimizer'):\n",
    "\n",
    "    # Global step is required to compute the decayed learning rate\n",
    "    global_step = tf.Variable(0, trainable=False)\n",
    "\n",
    "    # Apply exponential decay to the learning rate\n",
    "    learning_rate = tf.compat.v1.train.exponential_decay(1e-3, global_step, 7500, 0.5, staircase=True)\n",
    "    tf.compat.v1.summary.scalar('learning_rate', learning_rate)\n",
    "\n",
    "    # Construct a new Adam optimizer\n",
    "    optimizer = tf.compat.v1.train.RMSPropOptimizer(learning_rate).minimize(loss, global_step=global_step)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluation Metric\n",
    "\n",
    "To evaluate the performance of our Convolutional Network we calculate the average accuracy across all samples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "with tf.compat.v1.name_scope(\"accuracy\"):\n",
    "\n",
    "    # Predicted class equals the true class of each image?\n",
    "    correct_prediction = tf.reduce_min(input_tensor=tf.cast(tf.equal(y_pred_cls, y_), tf.float32), axis=1)\n",
    "\n",
    "    # Cast predictions to float and calculate the mean\n",
    "    accuracy = tf.reduce_mean(input_tensor=correct_prediction) * 100.0\n",
    "\n",
    "    # Add scalar summary for accuracy tensor\n",
    "    tf.compat.v1.summary.scalar('accuracy', accuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### TensorFlow Run\n",
    "\n",
    "Once the TensorFlow graph has been created, we have to create a TensorFlow session which is used to execute the graph."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-19-ce685ea1bde4>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;31m# Launch the graph in a session\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0msession\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcompat\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mv1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, target, graph, config)\u001b[0m\n\u001b[1;32m   1584\u001b[0m           \u001b[0mprotocol\u001b[0m \u001b[0mbuffer\u001b[0m \u001b[0;32mwith\u001b[0m \u001b[0mconfiguration\u001b[0m \u001b[0moptions\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mthe\u001b[0m \u001b[0msession\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1585\u001b[0m     \"\"\"\n\u001b[0;32m-> 1586\u001b[0;31m     \u001b[0msuper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mSession\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__init__\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtarget\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mgraph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconfig\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mconfig\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1587\u001b[0m     \u001b[0;31m# NOTE(mrry): Create these on first `__enter__` to avoid a reference cycle.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1588\u001b[0m     \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_default_graph_context_manager\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m~/.local/lib/python3.8/site-packages/tensorflow/python/client/session.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, target, graph, config)\u001b[0m\n\u001b[1;32m    699\u001b[0m     \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    700\u001b[0m       \u001b[0;31m# pylint: disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 701\u001b[0;31m       \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_session\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtf_session\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTF_NewSessionRef\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_graph\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_c_graph\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mopts\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    702\u001b[0m       \u001b[0;31m# pylint: enable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    703\u001b[0m     \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "# Launch the graph in a session\n",
    "session = tf.compat.v1.Session()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In order to save the variables of the neural network, so they can be reloaded quickly without having to train the network again, we now create a so-called Saver-object which is used for storing and retrieving all the variables of the TensorFlow graph.\n",
    "\n",
    "First we try to restore the latest checkpoint. This will fail if you have changed the TensorFlow graph or a checkpoint does not exist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Restoring last checkpoint ...\n",
      "Failed to restore checkpoint - initializing variables\n"
     ]
    }
   ],
   "source": [
    "saver = tf.compat.v1.train.Saver()\n",
    "\n",
    "save_path = os.path.join('checkpoints/', 'svhn_multi_v5')\n",
    "\n",
    "# Use TensorFlow to find the latest checkpoint - if any\n",
    "try:\n",
    "    print(\"Restoring last checkpoint ...\")\n",
    "\n",
    "    # Finds the filename of latest saved checkpoint file\n",
    "    last_chk_path = tf.train.latest_checkpoint(checkpoint_dir=save_path)\n",
    "\n",
    "    # Try and load the data in the checkpoint.\n",
    "    saver.restore(session, save_path=last_chk_path)\n",
    "    print(\"Restored checkpoint from:\", last_chk_path)\n",
    "\n",
    "# If the above failed - initialize all the variables\n",
    "except:\n",
    "    print(\"Failed to restore checkpoint - initializing variables\")\n",
    "    session.run(tf.compat.v1.global_variables_initializer())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To write our TensorBoard summaries we will use the ``tf.summary.FileWriter`` class. We will create two seperate log files one for the training set and one for the validation set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "LOG_DIR = 'logs/svhn_multi_v5/'\n",
    "\n",
    "# Merge all the summaries and write them out to /logs/svhn_multi\n",
    "merged = tf.compat.v1.summary.merge_all()\n",
    "\n",
    "# Pass the graph to the writer to display it in TensorBoard\n",
    "train_writer = tf.compat.v1.summary.FileWriter(LOG_DIR + '/train', session.graph)\n",
    "validation_writer = tf.compat.v1.summary.FileWriter(LOG_DIR + '/validation')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Optimization\n",
    "\n",
    "Let's optimize or train our network. The batch size is the number of training examples we compute the gradient over during training while the dropout rates control the amount of dropout (the percentage of random units that is removed) applied in the different layers of the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If you run out of memory - switch to a smaller batch size\n",
    "batch_size = 128\n",
    "\n",
    "# Dropout applied to the input layer\n",
    "d1 = 0.9\n",
    "\n",
    "# Dropout applied between the conv layers\n",
    "d2 = 0.75\n",
    "\n",
    "# Dropout applied to the fully-connected layers\n",
    "d3 = 0.5"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In each iteration, a new batch of data is selected from the training-set and then TensorFlow executes the optimizer using those training samples. The following helper function simplifies the creation of fetching a new batch of data. Feeding over 10,000 samples as once (the test set) is also sure to cause some memory problems. The second function splits the validation and test set into batches and calculates the accuracy over all of the batches."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "def feed_dict(step=0):\n",
    "    \"\"\" Make a TensorFlow feed_dict mapping data onto the placeholders\n",
    "    \"\"\"\n",
    "    # Calculate the offset\n",
    "    offset = (step * batch_size) % (y_train.shape[0] - batch_size)\n",
    "\n",
    "    # Get the batch data\n",
    "    xs, ys = X_train[offset:offset + batch_size], y_train[offset:offset+batch_size]\n",
    "\n",
    "    return {x: xs, y_: ys, p_keep_1: d1, p_keep_2: d2, p_keep_3: d3}\n",
    "\n",
    "\n",
    "def evaluate_batch(test, batch_size):\n",
    "    \"\"\" Evaluate in batches to avoid out-of-memory issues\n",
    "    \"\"\"\n",
    "    # Store the cumulative accuracy over all batches\n",
    "    cumulative_accuracy = 0.0\n",
    "\n",
    "    # Get the number of images\n",
    "    n_images = y_test.shape[0] if test else y_val.shape[0]\n",
    "\n",
    "    # Numer of batches needed to evaluate all images\n",
    "    n_batches = n_images // batch_size + 1\n",
    "\n",
    "    # Iterate over all the batches\n",
    "    for i in range(n_batches):\n",
    "\n",
    "        # Calculate the offset\n",
    "        offset = i * batch_size\n",
    "\n",
    "        if test:\n",
    "            # Get the batch from the test set\n",
    "            xs, ys = X_test[offset:offset+batch_size], y_test[offset:offset+batch_size]\n",
    "        else:\n",
    "            # Get batch from the validation set\n",
    "            xs, ys = X_val[offset:offset+batch_size], y_val[offset:offset+batch_size]\n",
    "\n",
    "        cumulative_accuracy += session.run(accuracy,\n",
    "                {x: xs, y_: ys, p_keep_1: 1., p_keep_2: 1., p_keep_3: 1.})\n",
    "\n",
    "    # Return the average accuracy over all batches\n",
    "    return cumulative_accuracy / (0.0 + n_batches)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In each iteration, a new batch of data is selected from the training-set and then TensorFlow executes the optimizer using those training samples. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def optimize(num_iterations, display_step):\n",
    "    # Start-time used for printing time-usage\n",
    "    start_time = time.time()\n",
    "\n",
    "    for step in range(num_iterations):\n",
    "\n",
    "        # Run the optimizer using this batch of training data.\n",
    "        summary, i, _ = session.run([merged, global_step, optimizer], feed_dict(step))\n",
    "        train_writer.add_summary(summary, i)\n",
    "\n",
    "        # Print the status every display_step iteration and last\n",
    "        if (i % display_step == 0) or (step == num_iterations - 1):\n",
    "\n",
    "            # Calculate the minibatch accuracy\n",
    "            batch_acc = session.run(accuracy, feed_dict=feed_dict(step))\n",
    "            print(\"Minibatch accuracy at step %d: %.4f\" % (i, batch_acc))\n",
    "\n",
    "            # Calculate the accuracy on the validation-set\n",
    "            #valid_acc = evaluate_batch(test=False, batch_size=512)\n",
    "            #print(\"Validation accuracy at step %s: %.4f\" % (i, valid_acc))\n",
    "\n",
    "    # Total training time\n",
    "    run_time = time.time() - start_time\n",
    "    print(\"\\nTime usage: \" + str(timedelta(seconds=int(round(run_time)))))\n",
    "\n",
    "    # Calculate and display the testset accuracy\n",
    "    test_acc = evaluate_batch(test=True, batch_size=512)\n",
    "    print(\"Test accuracy: %.4f\" % test_acc)\n",
    "\n",
    "    # Save all the variables of the TensorFlow graph\n",
    "    saver.save(session, save_path=save_path, global_step=global_step)\n",
    "    print('Model saved in file: {}'.format(save_path))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's run 5,000 iterations and see how well our model performs. When tuning the hyperparameters of the model it could we smart do to a quick search of 1-5 ephocs (complete forward and backward passes over the dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minibatch accuracy at step 0: 0.0000\n",
      "Minibatch accuracy at step 200: 1.5625\n",
      "Minibatch accuracy at step 400: 13.2812\n",
      "Minibatch accuracy at step 600: 38.2812\n",
      "Minibatch accuracy at step 800: 50.0000\n",
      "Minibatch accuracy at step 1000: 60.9375\n",
      "Minibatch accuracy at step 1200: 52.3438\n",
      "Minibatch accuracy at step 1400: 65.6250\n",
      "Minibatch accuracy at step 1600: 64.0625\n",
      "Minibatch accuracy at step 1800: 66.4062\n",
      "Minibatch accuracy at step 2000: 65.6250\n",
      "Minibatch accuracy at step 2200: 61.7188\n",
      "Minibatch accuracy at step 2400: 77.3438\n",
      "Minibatch accuracy at step 2600: 69.5312\n",
      "Minibatch accuracy at step 2800: 70.3125\n",
      "Minibatch accuracy at step 3000: 65.6250\n",
      "Minibatch accuracy at step 3200: 80.4688\n",
      "Minibatch accuracy at step 3400: 70.3125\n",
      "Minibatch accuracy at step 3600: 70.3125\n",
      "Minibatch accuracy at step 3800: 63.2812\n",
      "Minibatch accuracy at step 4000: 78.1250\n",
      "Minibatch accuracy at step 4200: 71.0938\n",
      "Minibatch accuracy at step 4400: 71.8750\n",
      "Minibatch accuracy at step 4600: 79.6875\n",
      "Minibatch accuracy at step 4800: 64.8438\n",
      "Minibatch accuracy at step 5000: 70.3125\n",
      "Minibatch accuracy at step 5200: 75.7812\n",
      "Minibatch accuracy at step 5400: 67.1875\n",
      "Minibatch accuracy at step 5600: 76.5625\n",
      "Minibatch accuracy at step 5800: 75.0000\n",
      "Minibatch accuracy at step 5999: 65.6250\n",
      "\n",
      "Time usage: 0:25:55\n",
      "Test accuracy: 74.1634\n",
      "Model saved in file: checkpoints/svhn_multi_v5\n"
     ]
    }
   ],
   "source": [
    "optimize(num_iterations=6000, display_step=200)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's run a total of ~30 epochs to see if we can converge on a good solution!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Minibatch accuracy at step 8000: 89.8438\n",
      "Minibatch accuracy at step 10000: 86.7188\n",
      "Minibatch accuracy at step 12000: 86.7188\n",
      "Minibatch accuracy at step 14000: 87.5000\n",
      "Minibatch accuracy at step 16000: 90.6250\n",
      "Minibatch accuracy at step 18000: 84.3750\n",
      "Minibatch accuracy at step 20000: 89.0625\n",
      "Minibatch accuracy at step 22000: 92.1875\n",
      "Minibatch accuracy at step 24000: 85.9375\n",
      "Minibatch accuracy at step 26000: 91.4062\n",
      "Minibatch accuracy at step 28000: 88.2812\n",
      "Minibatch accuracy at step 30000: 92.9688\n",
      "Minibatch accuracy at step 32000: 87.5000\n",
      "Minibatch accuracy at step 34000: 92.1875\n",
      "Minibatch accuracy at step 36000: 89.0625\n",
      "Minibatch accuracy at step 38000: 89.0625\n",
      "Minibatch accuracy at step 40000: 94.5312\n",
      "Minibatch accuracy at step 42000: 91.4062\n",
      "Minibatch accuracy at step 44000: 86.7188\n",
      "Minibatch accuracy at step 46000: 89.8438\n",
      "Minibatch accuracy at step 48000: 92.9688\n",
      "Minibatch accuracy at step 50000: 93.7500\n",
      "Minibatch accuracy at step 52000: 91.4062\n",
      "Minibatch accuracy at step 54000: 88.2812\n",
      "Minibatch accuracy at step 56000: 93.7500\n",
      "\n",
      "Time usage: 1 day, 2:58:18\n",
      "Test accuracy: 90.5238\n",
      "Model saved in file: checkpoints/svhn_multi_v5\n"
     ]
    }
   ],
   "source": [
    "optimize(num_iterations=50000, display_step=2000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Testset performance\n",
    "\n",
    "Let's plot some of the mis-classified examples in our testset and a confusion matrix showing how well our model is able to predict the different digits."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5, 10, 10, 10, 10],\n",
       "       [ 1,  6, 10, 10, 10],\n",
       "       [ 6,  1, 10, 10, 10],\n",
       "       ...,\n",
       "       [ 3, 10, 10, 10, 10],\n",
       "       [ 2,  1, 10, 10, 10],\n",
       "       [ 2, 10, 10, 10, 10]])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Feed the test set with dropout disabled\n",
    "feed_dict={\n",
    "    x: X_test,\n",
    "    y_: y_test,\n",
    "    p_keep_1: 1.,\n",
    "    p_keep_2: 1.,\n",
    "    p_keep_3: 1.\n",
    "}\n",
    "\n",
    "# Generate predictions for the testset\n",
    "test_pred = session.run(y_pred_cls, feed_dict=feed_dict)\n",
    "\n",
    "# Display the predictions\n",
    "test_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1,  8, 10, 10, 10]])"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13068, 32, 32, 1)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Individual digit accuracy\n",
    "\n",
    "Let's calculate the classifiers accuracy on each individual digit only counting the non missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.8379686539643516"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Find the position of the non missing labels\n",
    "non_zero = np.where(y_test.flatten() != 10)\n",
    "\n",
    "# Calculate the accuracy on the individual didgit level\n",
    "accuracy_score(test_pred.flatten()[non_zero], y_test.flatten()[non_zero])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "... and plot the confusion matrix to show the performance for each class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<ipython-input-30-1207f5a527da>:10: RuntimeWarning: invalid value encountered in true_divide\n",
      "  cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis] * 100.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "# Set the figure size\n",
    "plt.figure(figsize=(12, 8))\n",
    "\n",
    "# Calculate the confusion matrix\n",
    "cm = confusion_matrix(y_test.flatten()[non_zero], test_pred.flatten()[non_zero])\n",
    "\n",
    "# Normalize the confusion matrix\n",
    "cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis] * 100.0\n",
    "\n",
    "# Visualize the confusion matrix\n",
    "sns.heatmap(cm, annot=True, cmap='Reds', fmt='.1f', square=True);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Digit sequence lengths impact on performance\n",
    "\n",
    "Let's see how well our model is able to predict the labels correctly for different sequence lengths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1 digit accuracy 83.528 %\n",
      "2 digit accuracy 76.412 %\n",
      "3 digit accuracy 59.106 %\n",
      "4 digit accuracy 4.795 %\n",
      "5 digit accuracy 0.000 %\n"
     ]
    }
   ],
   "source": [
    "def calculate_accuracy(a, b):\n",
    "    \"\"\" Calculating the % of similar rows in two numpy arrays\n",
    "    \"\"\"\n",
    "    # Compare two numpy arrays row-wise\n",
    "    correct = np.sum(np.all(a == b, axis=1))\n",
    "    return 100.0 * (correct / (0.0 + a.shape[0]))\n",
    "\n",
    "\n",
    "# For every possible sequence length\n",
    "for num_digits in range(1, 6):\n",
    "\n",
    "    # Find all images with that given sequence length\n",
    "    images = np.where((y_test != 10).sum(1) == num_digits)\n",
    "\n",
    "    # Calculate the accuracy on those images\n",
    "    acc = calculate_accuracy(test_pred[images], y_test[images])\n",
    "\n",
    "    print(\"%d digit accuracy %.3f %%\" % (num_digits, acc))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Correctly classified images\n",
    "\n",
    "Let's find some correctly classified examples and plot the true and predicted label values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Find the incorrectly classified examples\n",
    "correct = np.array([(a==b).all() for a, b in zip(test_pred, y_test)])\n",
    "\n",
    "# Select the incorrectly classified examples\n",
    "images = X_test[correct]\n",
    "cls_true = y_test[correct]\n",
    "cls_pred = test_pred[correct]\n",
    "\n",
    "# Plot the mis-classified examples\n",
    "plot_images(images, 6, 6, cls_true, cls_pred);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(9696, 32, 32, 1)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Incorrectly classified images\n",
    "\n",
    "Let's invert the boolean array and plot some of the incorrectly classified examples"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 121,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cv2\n",
    "img = cv2.imread('../second/cells/img228_2_.jpg',0)\n",
    "img = cv2.resize(img, (32,32))\n",
    "plt.imshow(img, cmap='gray');\n",
    "img = np.reshape(img,(1,32,32,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [],
   "source": [
    "test_img = session.run(y_pred_cls, feed_dict={x : img, p_keep_1 : 0.99, p_keep_2 : 0.9, p_keep_3 : 1.})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 123,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1, 10, 10, 10, 10]])"
      ]
     },
     "execution_count": 123,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "test_img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "def display(img):\n",
    "    cv2.imshow('img',img)\n",
    "    cv2.waitKey(0)\n",
    "    cv2.destroyAllWindows()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPsAAAD5CAYAAADhukOtAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjEsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+j8jraAAAX0UlEQVR4nO2dW4xcVXaG/4Uvbbe7RftuY1v2AI2IhbBBzT0Mt2TMZcTlATQ8DDyg8TwMUpAmD4hIgbyRKDBCKEIyAcYTEQYUbgahMAglskaEiwFjDE08Bnxv3GAbu902trFXHupY0zhn/VW9u+tUw/4/qdXVe9U+Z9Wuvfqc2n+ttc3dIYT44XNSqx0QQlSDgl2ITFCwC5EJCnYhMkHBLkQmKNiFyITxI+lsZlcDeAjAOAD/6u73s+dPmDDB29raomOF/VLkwUmTJoW2k06K/8d9++23oe3YsWPDPh57Xak2dr4U2Pim2pj/KX3Gj0+bqocPHy5tT/Wd2aL5kXrMcePGDbvP3r17ceDAgVJjcrCb2TgA/wLgrwFsA/COma1y94+jPm1tbViyZEmpLSUA2WB0d3eHNvaPYPfu3aHtm2++KW2fPHly2IdNUuZ/9E8R4P5H5zt69GjYh9miYKlnmzBhQmk7e81RHwDo6uoKbWzubN68ubQ9NTCZjwcOHAhtEydODG3R+9nZ2TlsP5544omwz0guEecD2Ojun7n7YQC/B3DDCI4nhGgiIwn2eQC2Dvl7W9EmhBiDjOQze9m9zv/7IGRmywEsB/itjBCiuYzkyr4NwIIhf88HsOPEJ7n7Cnfvcfce9nlHCNFcRhLs7wDoNrMfmdlEAD8DsGp03BJCjDbJt/Hu/q2Z3QngVdSkt8fd/SPWp62tDaeeemqp7dChQ2G/I0eOlLazld2ZM2eGNrZCzlamo1X3jo6OsA9bKWar2WzFna3+p0ibbOwHBgZCG1vRZq8tYnBwMLQxSZRx8ODB0nb2PrN5xfoxJYepK5HS0N7eHvZJuUsekc7u7q8AeGUkxxBCVIO+QSdEJijYhcgEBbsQmaBgFyITFOxCZMKIVuOHy+HDh7Fly5ZSW6o0FPHFF1+EttTMJWZLgclTs2bNCm0sY+uiiy4qbf/888/DPp988kloYzAZKpI32RiyRBIGk7Wi9zqS5AA+vuxboEyyS5nDl156aWibN6/8m+lMVtaVXYhMULALkQkKdiEyQcEuRCYo2IXIhEpX448cOUJXySNSkirYyiizMaKV3dTVffa6WOIHS/KJkmTYSjdbKWb+pySTsONFZb/Y8QA+VlEiUsqcAtIUCID7GK3+Mx+jcWRKgq7sQmSCgl2ITFCwC5EJCnYhMkHBLkQmKNiFyIRKpTd3D+UEJq1EMkNqYgqTypgfkayRsj1VvX6snhmrQRdJbEx6279/f2hjPjI5KaVGGns/U7blAtLk0tQahcyWIr0xSZSdK0JXdiEyQcEuRCYo2IXIBAW7EJmgYBciExTsQmTCiKQ3M9sEYADAUQDfunsPe767h5IBkyai7Z9S68Wlbv0z2rAsL7b9E/M/ktGYjMOyq9i5UqSy1PGN5kA9WySjsVpyqVIqk/PYOEb9aAYb2VYsYjR09ivc/atROI4QoonoNl6ITBhpsDuAP5jZu2a2fDQcEkI0h5Hexl/i7jvMbBaA18zsE3dfPfQJxT+B5UC1n4eFEN9lRFd2d99R/O4H8DyA80ues8Lde9y9J2VRQQgxOiRHn5lNMbPO448B/ATA+tFyTAgxuozkNn42gOcL2WA8gH939/9MdoRkGkWkSmgpmW1ALJGwOxYmTzE/WFFJdsz+/v7QFpEqNTE/oveTbk9ExpHZ2DyIsu+YtJkqyzH5OOWYbH5E40Gz+UJLHdz9MwBLUvsLIapFH6KFyAQFuxCZoGAXIhMU7EJkgoJdiEyotODkSSedFEoQTLZIKRqYKsu1tbWFtig7jGVdseMxW3t7e2jbt29faPvyyy9L29l4pGaUMTkp6sekqylTpoQ2liHIxjE6X2oBTlbsM7UYZcp+dJH/TA7VlV2ITFCwC5EJCnYhMkHBLkQmKNiFyIRKV+PNLExMYNsFsZX6iJSEllTYCijzg6kCe/fuDW0pNdfYCnNXV1doYyvdAwMDoS1aqWfn6uzsDG1bt24NbXv27Alt0Qp/Ss3Dev1StjAD4vmYsv0TrVsXWoQQPygU7EJkgoJdiExQsAuRCQp2ITJBwS5EJlQuvUW1v5g0Eck/LLkgFebHwYMHS9tZwgKrncakle7u7tB2xhlnhLaodt327dvDPkz2XLhwYWhjcl7Ub86cOWGfwcHB0PbOO++Etl27doW2SM6L3kuAy1dsrFKJ5tz06dPDPh0dHaXttI7f8NwSQnxfUbALkQkKdiEyQcEuRCYo2IXIBAW7EJlQV3ozs8cB/BRAv7ufVbRNA/A0gEUANgG4xd3j1KPjJxs/PpSGWG2vSApJyYYDuGTH6rtFUhOrj8akvNNOOy20XX/99aFt2bJloS2SNjds2BD2YbIWkwBZ1lv02s4888ywD/Pxq6++Cm0sk+6UU04pbWeyIdsaimW2MemQ9YtkQCZTzpgxo7Sdbq8VWv7MbwFcfULb3QBed/duAK8XfwshxjB1g73Yb333Cc03AFhZPF4J4MZR9ksIMcqkfmaf7e59AFD8njV6LgkhmkHTF+jMbLmZrTGzNawCiBCiuaQG+04zmwsAxe9wU3B3X+HuPe7e04zvFQshGiM12FcBuL14fDuAF0fHHSFEs2hEensKwOUAZpjZNgD3ArgfwDNmdgeALQBubuRk7e3tOPvss0ttURYPEEtvTNZi8hqT7Pr7w5uUJAmQSS6LFy8ObRdffHFoY3dI0eu+7LLLwj6s0CPbJmnLli2hra+vr7R9yZIlYR9WCJTJWlOnTg1t0bxKfc9YPybBsvcs6hdt5QXE7zPLpKwb7O5+a2C6ql5fIcTYQd+gEyITFOxCZIKCXYhMULALkQkKdiEyodKCk+4e7qPFJC92vAgm40T7f9U7ZiT/sOKFrAAgy3pj2WYsS23btm2l7bfddlvYh2V5vfzyy6HtzTffDG3XXXddaTuT8tauXRva3n///dB2+umnh7Yom/KLL74I+7CMOCa9sXnApLdoTKL98oB4DtO5GFqEED8oFOxCZIKCXYhMULALkQkKdiEyQcEuRCZUKr0NDg7i7bffLrWlyGhM1mLy2vz580NblK0FxPIgy3Zqb28Pbcx/lsnFMsA2btxY2s72o9uzJ64VumrVqtDGJKpon7Ldu0+scPZnVq9eHdpYwUkmvUWv7bPPPgv7MFmOyZRsDtM92AIb6xO9LrrvYGgRQvygULALkQkKdiEyQcEuRCYo2IXIhEpX448ePRqu4LIy09FqPNvqhiUssJVulkgQrbrTul/Ex/Xr14e2N954I7Rt3749tEWwumpMgWAJRSy5I0riiNQCIE7iAfgYs7kTzQN2vNT6hczGxjF6b9h7Fq26s7qMurILkQkKdiEyQcEuRCYo2IXIBAW7EJmgYBciExrZ/ulxAD8F0O/uZxVt9wH4BYDj+9Pc4+6v1DuWu4eSQYpswfowyStFXgNiiYfJHUw+WbduXWh75JFHQhuThqJto5jUxGrasZpxc+fODW2LFi0qbX/vvffCPmzsWVIIG48oaYi9rlRZjvnIpLdoHrO5k7JJaiNX9t8CuLqk/TfuvrT4qRvoQojWUjfY3X01gDgvUQjxvWAkn9nvNLN1Zva4mcVfSRNCjAlSg/0RAKcBWAqgD8AD0RPNbLmZrTGzNezzjhCiuSQFu7vvdPej7n4MwKMAzifPXeHuPe7ewxYchBDNJSnYzWzoMuxNAOKMDiHEmKAR6e0pAJcDmGFm2wDcC+ByM1sKwAFsAvDLRk7m7qG8wqSJCCavMTks1Rb5yGQQZmPZa0xWvOKKK0LbBRdcUNre29sb9mHbLn399dehbdmyZaHtlFNOKW1/4YUXwj6sPh37CNjZ2Tnsfux9ZvOKwWrQMaI73tSadhF1X5W731rS/NiwzySEaCn6Bp0QmaBgFyITFOxCZIKCXYhMULALkQmVFpx0d1occLgw+YRJXrQoX8I2PezLQkzGYZlXM2bMCG1nnHFGaOvo6Chtf/XVV8M+TF5jY7V48eLQtm/fvtL2DRs2hH3YtlYpRSWBNEk3pQ+QNnfY+di8Yu9L6MOwewghvpco2IXIBAW7EJmgYBciExTsQmSCgl2ITKhUegNiKYrJJylZQVOmTBm2D/VsbW1tpe1MBmHZWkweXLBgQWg766yzQtvWrVtL26NCnwAwc+bM0MZkKObHpk2bhtUOINwHEAAmT54c2th7FklebL6lysNszqVIZWx+RDHB3i9d2YXIBAW7EJmgYBciExTsQmSCgl2ITKh8NT5aBY1WuoF4RZUlF7CVzNREh2j1n624s1XfhQsXhrbLL788qd+uXbtK26+88sqwD9uSaenSpaGNJcK8+OKLpe0DAwNhHzYH2Io72zaqq6urtH369Olhn0mTJoW21KQnNkeifu3t7WGfaKwiNQbQlV2IbFCwC5EJCnYhMkHBLkQmKNiFyAQFuxCZ0Mj2TwsA/A7AHADHAKxw94fMbBqApwEsQm0LqFvcfU+dY4WSQVQ7DQAmTpxY2s6SC5iMw6SV6FxALLswCZAl65xzzjmh7Zprrglts2fPDm2Rj2w8mI/nnXdeaGNjtWPHjtL2Q4cOhX0YLBGGSVSzZs0qbWd1/Ea7RmG9Y0bjyGIiGo+PP/447NPIlf1bAL92978AcCGAX5nZYgB3A3jd3bsBvF78LYQYo9QNdnfvc/f3iscDAHoBzANwA4CVxdNWArixWU4KIUbOsD6zm9kiAOcAeAvAbHfvA2r/EACU3y8JIcYEDX9d1sw6ADwL4C5339foV07NbDmA5QD/qqEQork0dGU3swmoBfqT7v5c0bzTzOYW9rkA+sv6uvsKd+9x9x4FuxCto26wW+0S/hiAXnd/cIhpFYDbi8e3AyjPfBBCjAkauY2/BMDPAXxoZmuLtnsA3A/gGTO7A8AWADfXO9DEiRMxf/78Uhur3xXJDEwyYlITy3hi9cemTp1a2s7uWJjMd8EFF4S2KFsLiGUtAPjoo49K27ds2RL22bt3b2hjteteeuml0Nbb21vazjLUWGYYk7UYUb9Ikqt3rpS6cPWOGc2Rk08+edh+0MzB0FLg7n8EEH1Av6pefyHE2EDfoBMiExTsQmSCgl2ITFCwC5EJCnYhMqHSgpOTJ0/GkiVLSm2Dg4O0XxlMemPF/zo7O0PbwYMHQ1uUXcXkqdTsu5UrV4a2zZs3h7Z169aVtrNChCx77amnngptO3fuDG27d+8ubd+3b1/Yh72fbH4wP6IsO/YNUDZ3mETMZEV2zGh+s+NF84oVONWVXYhMULALkQkKdiEyQcEuRCYo2IXIBAW7EJlQqfR2+PDhMPuKZV5FMgmTalI5cOBAaNuzp7yeJtu/jPn48MMPhzYmuzB5JZKa9u/fH/ZhPn766aehjWWpRRlg7FzMxl7zpk2bQlsklaVKbyyzjfmYUjySjUd3d3dpOy2IGVqEED8oFOxCZIKCXYhMULALkQkKdiEyodLV+CNHjqCvr2/Y/aJVydSaZawf254o2sKHrZqymnYbN24MbYyUpAq2RRJTE9gKM1uZZj5GsHFktd9S1IlU2Oti7zWbc1E/5nvkB1MZdGUXIhMU7EJkgoJdiExQsAuRCQp2ITJBwS5EJtTVR8xsAYDfAZgD4BiAFe7+kJndB+AXAL4snnqPu7/CjuXuoczQ6K6wJx4vgtWFSyWS81K3C2L+s/GI5DUgbYsqRmrCSFTXjslkTJ6i2xoRP6LzsfFgr5m9Z8x/9rqj5KuUZChalzG0DDkugF+7+3tm1gngXTN7rbD9xt3/uYFjCCFaTCN7vfUB6CseD5hZL4B5zXZMCDG6DOszu5ktAnAOgLeKpjvNbJ2ZPW5m5fePQogxQcPBbmYdAJ4FcJe77wPwCIDTACxF7cr/QNBvuZmtMbM17HOLEKK5NBTsZjYBtUB/0t2fAwB33+nuR939GIBHAZxf1tfdV7h7j7v3pHxfWggxOtQNdqstTT4GoNfdHxzSPnfI024CsH703RNCjBaNXGovAfBzAB+a2dqi7R4At5rZUgAOYBOAXzZywpQMtpRac6myFiPqx6QwlgmVKvGw85188sml7UxqYhIPy7xi20ZFNnZ3F2UVAtz/VDksBXYuNh4px0zJohuR9ObufwRQNiuppi6EGFvoG3RCZIKCXYhMULALkQkKdiEyQcEuRCZU+i0Xdw+z0VK21UktOMkkr5Qsr9Qtjbq6ukJb6lZC0TGZjNOMjDgmo0Ww94wdL2UesOOx18XOlZJ9B8TSJ8vcTPk2qq7sQmSCgl2ITFCwC5EJCnYhMkHBLkQmKNiFyIRKpTczw6RJk0ptLPMqJcOHSSSsCCQjknGYVMMKJaZKPKmFDSOYDMVsKdmIqZl+qX6kSG+pGXZs7JktktgGBwfDPlE2IntdurILkQkKdiEyQcEuRCYo2IXIBAW7EJmgYBciEyqv7RxJFykZQ80oKsn8iM7HpDwmkzGZhPnBbNHrZj4yqYll2EUyKhD7mJq9lrpHXFQEkhXtZGPF/GAFJ9nrPnjw4LCPlxITurILkQkKdiEyQcEuRCYo2IXIBAW7EJlQdzXezCYBWA2grXj+f7j7vWY2DcDTABahtv3TLe6+p86xwpXOlNpvDLaSyWqdpdSuY76z43V2dg77XEC8xRMATJs2bdh+sNVslqA0ZcqU0MZW6iPYSjfbhoqtdLe3t5e2M/+YOsHGio0HqwG4f//+0vaZM2eGfWbNmlXazpSERq7shwBc6e5LUNue+WozuxDA3QBed/duAK8Xfwshxih1g91rHP/XM6H4cQA3AFhZtK8EcGNTPBRCjAqN7s8+rtjBtR/Aa+7+FoDZ7t4HAMXv8vsKIcSYoKFgd/ej7r4UwHwA55vZWY2ewMyWm9kaM1uTUlhBCDE6DGs13t2/BvDfAK4GsNPM5gJA8bs/6LPC3XvcvSdloU0IMTrUDXYzm2lmXcXjyQD+CsAnAFYBuL142u0AXmyWk0KIkdPIpXYugJVmNg61fw7PuPvLZvY/AJ4xszsAbAFwc92TjR8fSkNMhopu/5mclJKkkUpqXbV58+aFNib/sLFitog5c+aENrYFEUsmiWrvsbFKreHGpLdIDkutQ8gktN27dyf1i8aR1S+MkmdoclVoKXD3dQDOKWnfBeCqev2FEGMDfYNOiExQsAuRCQp2ITJBwS5EJijYhcgES9nCJ/lkZl8C2Fz8OQPAV5WdPEZ+fBf58V2+b34sdPfSdLlKg/07JzZb4+49LTm5/JAfGfqh23ghMkHBLkQmtDLYV7Tw3EORH99FfnyXH4wfLfvMLoSoFt3GC5EJLQl2M7vazP7XzDaaWctq15nZJjP70MzWmtmaCs/7uJn1m9n6IW3TzOw1M/tT8Xtqi/y4z8y2F2Oy1syurcCPBWb2X2bWa2YfmdnfFO2Vjgnxo9IxMbNJZva2mX1Q+PEPRfvIxsPdK/0BMA7ApwBOBTARwAcAFlftR+HLJgAzWnDeHwM4F8D6IW3/BODu4vHdAP6xRX7cB+BvKx6PuQDOLR53AtgAYHHVY0L8qHRMABiAjuLxBABvAbhwpOPRiiv7+QA2uvtn7n4YwO9RK16ZDe6+GsCJyc+VF/AM/Kgcd+9z9/eKxwMAegHMQ8VjQvyoFK8x6kVeWxHs8wBsHfL3NrRgQAscwB/M7F0zW94iH44zlgp43mlm64rb/KZ/nBiKmS1CrX5CS4uanuAHUPGYNKPIayuCvaxUSaskgUvc/VwA1wD4lZn9uEV+jCUeAXAaansE9AF4oKoTm1kHgGcB3OXu+6o6bwN+VD4mPoIirxGtCPZtABYM+Xs+gB0t8APuvqP43Q/gedQ+YrSKhgp4Nht331lMtGMAHkVFY2JmE1ALsCfd/bmiufIxKfOjVWNSnHvYRV4jWhHs7wDoNrMfmdlEAD9DrXhlpZjZFDPrPP4YwE8ArOe9msqYKOB5fDIV3IQKxsRqhekeA9Dr7g8OMVU6JpEfVY9J04q8VrXCeMJq47WorXR+CuDvWuTDqagpAR8A+KhKPwA8hdrt4BHU7nTuADAdtW20/lT8ntYiP/4NwIcA1hWTa24Ffvwlah/l1gFYW/xcW/WYED8qHRMAZwN4vzjfegB/X7SPaDz0DTohMkHfoBMiExTsQmSCgl2ITFCwC5EJCnYhMkHBLkQmKNiFyAQFuxCZ8H/4Nzwt93NA5wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1152x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "im = np.reshape(X_test[3], (32,32))\n",
    "\n",
    "# display(im)\n",
    "plt.imshow(im , cmap='gray');"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 2,  7, 10, 10, 10])"
      ]
     },
     "execution_count": 71,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_test[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "img = np.reshape(img,(1,32,32,1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(13068, 32, 32, 1)"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x864 with 36 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Find the incorrectly classified examples\n",
    "incorrect = np.invert(correct)\n",
    "\n",
    "# Select the incorrectly classified examples\n",
    "images = X_test[incorrect]\n",
    "cls_true = y_test[incorrect]\n",
    "cls_pred = test_pred[incorrect]\n",
    "\n",
    "# Plot the mis-classified examples\n",
    "plot_images(images, 6, 6, cls_true, cls_pred);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Close the session"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#session.close()"
   ]
  }
 ],
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